{"id":"W6963837302","doi":"10.24433/co.8965084.v1","title":"CoBE_Slingshot_pseudotime","year":2022,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Code (set theory); Identification (biology); Key (lock); Column (typography); Order (exchange)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007091228,0.002343376,0.0009492491,0.001776732,0.001431709,0.003140046,0.002562206,0.001640803,0.5717247],"category_scores_gemma":[0.004729152,0.001758246,0.00156847,0.001499133,0.0006658999,0.003499594,0.002902846,0.001952033,0.4700244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199361,"about_ca_system_score_gemma":0.001300588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01139843,"about_ca_topic_score_gemma":0.01468799,"domain_scores_codex":[0.9994512,0.00004691862,0.00002304095,0.0001328951,0.0002390164,0.0001070133],"domain_scores_gemma":[0.9984673,0.0004109843,0.00006680869,0.0004241779,0.0004677912,0.0001630386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000164905,0.00001721648,0.0002932385,0.0002565579,0.00001667783,0.00006469175,0.0001014863,0.0005179826,0.001985087,0.002431007,0.9724154,0.02173568],"study_design_scores_gemma":[0.00007704936,0.00001916534,0.0009795382,0.00009539612,0.0000156027,0.0001434601,0.00006623031,0.003043508,0.007841569,0.004498544,0.9831392,0.00008066837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.00132386,0.0002010055,0.07943359,0.000634036,0.0008102842,0.000161752,0.1305395,0.6836432,0.1032528],"genre_scores_gemma":[0.01335723,0.0002697117,0.05714104,0.0007943991,0.0001523815,0.0005844541,0.1412711,0.7053199,0.08110976],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4282753,"threshold_uncertainty_score":0.6108827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674238142773468,"score_gpt":0.2543467484324787,"score_spread":0.237604367004744,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}